{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Dataset: \n",
    "\n",
    "Bird tracking - GPS tracking of Lesser Black-backed Gulls and Herring Gulls breeding at the southern North Sea coast \n",
    "    https://www.gbif.org/dataset/83e20573-f7dd-4852-9159-21566e1e691e"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>altitude</th>\n",
       "      <th>date_time</th>\n",
       "      <th>device_info_serial</th>\n",
       "      <th>direction</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>speed_2d</th>\n",
       "      <th>bird_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>71</td>\n",
       "      <td>2013-08-15 00:18:08+00</td>\n",
       "      <td>851</td>\n",
       "      <td>-150.469753</td>\n",
       "      <td>49.419859</td>\n",
       "      <td>2.120733</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>Eric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>68</td>\n",
       "      <td>2013-08-15 00:48:07+00</td>\n",
       "      <td>851</td>\n",
       "      <td>-136.151141</td>\n",
       "      <td>49.419880</td>\n",
       "      <td>2.120746</td>\n",
       "      <td>2.438360</td>\n",
       "      <td>Eric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>68</td>\n",
       "      <td>2013-08-15 01:17:58+00</td>\n",
       "      <td>851</td>\n",
       "      <td>160.797477</td>\n",
       "      <td>49.420310</td>\n",
       "      <td>2.120885</td>\n",
       "      <td>0.596657</td>\n",
       "      <td>Eric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>73</td>\n",
       "      <td>2013-08-15 01:47:51+00</td>\n",
       "      <td>851</td>\n",
       "      <td>32.769360</td>\n",
       "      <td>49.420359</td>\n",
       "      <td>2.120859</td>\n",
       "      <td>0.310161</td>\n",
       "      <td>Eric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>69</td>\n",
       "      <td>2013-08-15 02:17:42+00</td>\n",
       "      <td>851</td>\n",
       "      <td>45.191230</td>\n",
       "      <td>49.420331</td>\n",
       "      <td>2.120887</td>\n",
       "      <td>0.193132</td>\n",
       "      <td>Eric</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   altitude               date_time  device_info_serial   direction  \\\n",
       "0        71  2013-08-15 00:18:08+00                 851 -150.469753   \n",
       "1        68  2013-08-15 00:48:07+00                 851 -136.151141   \n",
       "2        68  2013-08-15 01:17:58+00                 851  160.797477   \n",
       "3        73  2013-08-15 01:47:51+00                 851   32.769360   \n",
       "4        69  2013-08-15 02:17:42+00                 851   45.191230   \n",
       "\n",
       "    latitude  longitude  speed_2d bird_name  \n",
       "0  49.419859   2.120733  0.150000      Eric  \n",
       "1  49.419880   2.120746  2.438360      Eric  \n",
       "2  49.420310   2.120885  0.596657      Eric  \n",
       "3  49.420359   2.120859  0.310161      Eric  \n",
       "4  49.420331   2.120887  0.193132      Eric  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"/data/bird_tracking.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0   2013-08-15 00:18:08\n",
       "1   2013-08-15 00:48:07\n",
       "2   2013-08-15 01:17:58\n",
       "3   2013-08-15 01:47:51\n",
       "4   2013-08-15 02:17:42\n",
       "Name: date_time, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.to_datetime(df.date_time).head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 61920 entries, 0 to 61919\n",
      "Data columns (total 8 columns):\n",
      "altitude              61920 non-null int64\n",
      "date_time             61920 non-null datetime64[ns]\n",
      "device_info_serial    61920 non-null int64\n",
      "direction             61477 non-null float64\n",
      "latitude              61920 non-null float64\n",
      "longitude             61920 non-null float64\n",
      "speed_2d              61477 non-null float64\n",
      "bird_name             61920 non-null object\n",
      "dtypes: datetime64[ns](1), float64(4), int64(2), object(1)\n",
      "memory usage: 3.8+ MB\n"
     ]
    }
   ],
   "source": [
    "df[\"date_time\"] = pd.to_datetime(df.date_time)\n",
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>altitude</th>\n",
       "      <th>date_time</th>\n",
       "      <th>device_info_serial</th>\n",
       "      <th>direction</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>speed_2d</th>\n",
       "      <th>bird_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>71</td>\n",
       "      <td>2013-08-15 00:18:08</td>\n",
       "      <td>851</td>\n",
       "      <td>-150.469753</td>\n",
       "      <td>49.419859</td>\n",
       "      <td>2.120733</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>Eric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>68</td>\n",
       "      <td>2013-08-15 00:48:07</td>\n",
       "      <td>851</td>\n",
       "      <td>-136.151141</td>\n",
       "      <td>49.419880</td>\n",
       "      <td>2.120746</td>\n",
       "      <td>2.438360</td>\n",
       "      <td>Eric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>68</td>\n",
       "      <td>2013-08-15 01:17:58</td>\n",
       "      <td>851</td>\n",
       "      <td>160.797477</td>\n",
       "      <td>49.420310</td>\n",
       "      <td>2.120885</td>\n",
       "      <td>0.596657</td>\n",
       "      <td>Eric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>73</td>\n",
       "      <td>2013-08-15 01:47:51</td>\n",
       "      <td>851</td>\n",
       "      <td>32.769360</td>\n",
       "      <td>49.420359</td>\n",
       "      <td>2.120859</td>\n",
       "      <td>0.310161</td>\n",
       "      <td>Eric</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>69</td>\n",
       "      <td>2013-08-15 02:17:42</td>\n",
       "      <td>851</td>\n",
       "      <td>45.191230</td>\n",
       "      <td>49.420331</td>\n",
       "      <td>2.120887</td>\n",
       "      <td>0.193132</td>\n",
       "      <td>Eric</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   altitude           date_time  device_info_serial   direction   latitude  \\\n",
       "0        71 2013-08-15 00:18:08                 851 -150.469753  49.419859   \n",
       "1        68 2013-08-15 00:48:07                 851 -136.151141  49.419880   \n",
       "2        68 2013-08-15 01:17:58                 851  160.797477  49.420310   \n",
       "3        73 2013-08-15 01:47:51                 851   32.769360  49.420359   \n",
       "4        69 2013-08-15 02:17:42                 851   45.191230  49.420331   \n",
       "\n",
       "   longitude  speed_2d bird_name  \n",
       "0   2.120733  0.150000      Eric  \n",
       "1   2.120746  2.438360      Eric  \n",
       "2   2.120885  0.596657      Eric  \n",
       "3   2.120859  0.310161      Eric  \n",
       "4   2.120887  0.193132      Eric  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Nico     21121\n",
       "Sanne    21004\n",
       "Eric     19795\n",
       "Name: bird_name, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.bird_name.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Eric', 'Nico', 'Sanne'], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.bird_name.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "bird_name\n",
       "Eric    2013-08-15 00:18:08\n",
       "Nico    2013-08-15 00:20:45\n",
       "Sanne   2013-08-15 00:01:08\n",
       "Name: date_time, dtype: datetime64[ns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "start_time = df.groupby(\"bird_name\").date_time.min()\n",
    "start_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>altitude</th>\n",
       "      <th>date_time</th>\n",
       "      <th>device_info_serial</th>\n",
       "      <th>direction</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>speed_2d</th>\n",
       "      <th>bird_name</th>\n",
       "      <th>days</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>71</td>\n",
       "      <td>2013-08-15 00:18:08</td>\n",
       "      <td>851</td>\n",
       "      <td>-150.469753</td>\n",
       "      <td>49.419859</td>\n",
       "      <td>2.120733</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>Eric</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>68</td>\n",
       "      <td>2013-08-15 00:48:07</td>\n",
       "      <td>851</td>\n",
       "      <td>-136.151141</td>\n",
       "      <td>49.419880</td>\n",
       "      <td>2.120746</td>\n",
       "      <td>2.438360</td>\n",
       "      <td>Eric</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>68</td>\n",
       "      <td>2013-08-15 01:17:58</td>\n",
       "      <td>851</td>\n",
       "      <td>160.797477</td>\n",
       "      <td>49.420310</td>\n",
       "      <td>2.120885</td>\n",
       "      <td>0.596657</td>\n",
       "      <td>Eric</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>73</td>\n",
       "      <td>2013-08-15 01:47:51</td>\n",
       "      <td>851</td>\n",
       "      <td>32.769360</td>\n",
       "      <td>49.420359</td>\n",
       "      <td>2.120859</td>\n",
       "      <td>0.310161</td>\n",
       "      <td>Eric</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>69</td>\n",
       "      <td>2013-08-15 02:17:42</td>\n",
       "      <td>851</td>\n",
       "      <td>45.191230</td>\n",
       "      <td>49.420331</td>\n",
       "      <td>2.120887</td>\n",
       "      <td>0.193132</td>\n",
       "      <td>Eric</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   altitude           date_time  device_info_serial   direction   latitude  \\\n",
       "0        71 2013-08-15 00:18:08                 851 -150.469753  49.419859   \n",
       "1        68 2013-08-15 00:48:07                 851 -136.151141  49.419880   \n",
       "2        68 2013-08-15 01:17:58                 851  160.797477  49.420310   \n",
       "3        73 2013-08-15 01:47:51                 851   32.769360  49.420359   \n",
       "4        69 2013-08-15 02:17:42                 851   45.191230  49.420331   \n",
       "\n",
       "   longitude  speed_2d bird_name  days  \n",
       "0   2.120733  0.150000      Eric     0  \n",
       "1   2.120746  2.438360      Eric     0  \n",
       "2   2.120885  0.596657      Eric     0  \n",
       "3   2.120859  0.310161      Eric     0  \n",
       "4   2.120887  0.193132      Eric     0  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"days\"] = pd.to_timedelta(0)\n",
    "for name in df.bird_name.unique():\n",
    "    df.loc[df.bird_name == name, \"days\"] = df.loc[df.bird_name == name, \"date_time\"] - start_time[name]\n",
    "df[\"days\"] = df[\"days\"].dt.days\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Let's observe whether we have continuous data data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0,0.5,'days')"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "days = df[df.bird_name == \"Eric\"].days\n",
    "plt.plot(range(len(days)), days)\n",
    "plt.xlabel(\"Observations\")\n",
    "plt.ylabel(\"days\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x116f08ac8>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cmap = {\"Eric\": \"red\", \"Nico\": \"blue\", \"Sanne\": \"green\"}\n",
    "fig, ax = plt.subplots(figsize = (10,10))\n",
    "for name in df.bird_name.unique():\n",
    "    df[df.bird_name == name].plot( \"longitude\", \"latitude\", color = cmap[name], ax = ax, label = name)\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count                   21004\n",
       "unique                  21004\n",
       "top       2014-01-09 06:55:33\n",
       "freq                        1\n",
       "first     2013-08-15 00:01:08\n",
       "last      2014-04-30 23:59:34\n",
       "Name: date_time, dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sanne = df[df.bird_name == \"Sanne\"]\n",
    "sanne.date_time.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>altitude</th>\n",
       "      <th>date_time</th>\n",
       "      <th>device_info_serial</th>\n",
       "      <th>direction</th>\n",
       "      <th>latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>speed_2d</th>\n",
       "      <th>bird_name</th>\n",
       "      <th>days</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>71</td>\n",
       "      <td>2013-08-15 00:18:08</td>\n",
       "      <td>851</td>\n",
       "      <td>-150.469753</td>\n",
       "      <td>49.419859</td>\n",
       "      <td>2.120733</td>\n",
       "      <td>0.150000</td>\n",
       "      <td>Eric</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>68</td>\n",
       "      <td>2013-08-15 00:48:07</td>\n",
       "      <td>851</td>\n",
       "      <td>-136.151141</td>\n",
       "      <td>49.419880</td>\n",
       "      <td>2.120746</td>\n",
       "      <td>2.438360</td>\n",
       "      <td>Eric</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>68</td>\n",
       "      <td>2013-08-15 01:17:58</td>\n",
       "      <td>851</td>\n",
       "      <td>160.797477</td>\n",
       "      <td>49.420310</td>\n",
       "      <td>2.120885</td>\n",
       "      <td>0.596657</td>\n",
       "      <td>Eric</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>73</td>\n",
       "      <td>2013-08-15 01:47:51</td>\n",
       "      <td>851</td>\n",
       "      <td>32.769360</td>\n",
       "      <td>49.420359</td>\n",
       "      <td>2.120859</td>\n",
       "      <td>0.310161</td>\n",
       "      <td>Eric</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>69</td>\n",
       "      <td>2013-08-15 02:17:42</td>\n",
       "      <td>851</td>\n",
       "      <td>45.191230</td>\n",
       "      <td>49.420331</td>\n",
       "      <td>2.120887</td>\n",
       "      <td>0.193132</td>\n",
       "      <td>Eric</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   altitude           date_time  device_info_serial   direction   latitude  \\\n",
       "0        71 2013-08-15 00:18:08                 851 -150.469753  49.419859   \n",
       "1        68 2013-08-15 00:48:07                 851 -136.151141  49.419880   \n",
       "2        68 2013-08-15 01:17:58                 851  160.797477  49.420310   \n",
       "3        73 2013-08-15 01:47:51                 851   32.769360  49.420359   \n",
       "4        69 2013-08-15 02:17:42                 851   45.191230  49.420331   \n",
       "\n",
       "   longitude  speed_2d bird_name  days  \n",
       "0   2.120733  0.150000      Eric     0  \n",
       "1   2.120746  2.438360      Eric     0  \n",
       "2   2.120885  0.596657      Eric     0  \n",
       "3   2.120859  0.310161      Eric     0  \n",
       "4   2.120887  0.193132      Eric     0  "
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"date_time\"] = pd.to_datetime(df.date_time)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "df1 = df.dropna()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x117c00b70>"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from mpl_toolkits.mplot3d import Axes3D\n",
    "\n",
    "fig = plt.figure(figsize = (10, 6))\n",
    "ax = fig.add_subplot(111, projection='3d')\n",
    "for name in df.bird_name.unique():\n",
    "    df1 = df[df.bird_name == name]\n",
    "    ax.plot(df1.longitude, df1.latitude, df1.altitude, color = cmap[name], label = name, alpha = 0.5)\n",
    "    ax.set_xlabel(\"longitude\")\n",
    "    ax.set_ylabel(\"latitude\")\n",
    "    ax.set_zlabel(\"altitude\")\n",
    "ax.legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>altitude</th>\n",
       "      <th>speed_2d</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>bird_name</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Eric</th>\n",
       "      <td>60.249406</td>\n",
       "      <td>2.300545</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nico</th>\n",
       "      <td>67.900478</td>\n",
       "      <td>2.908726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Sanne</th>\n",
       "      <td>29.159922</td>\n",
       "      <td>2.450434</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            altitude  speed_2d\n",
       "bird_name                     \n",
       "Eric       60.249406  2.300545\n",
       "Nico       67.900478  2.908726\n",
       "Sanne      29.159922  2.450434"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.groupby(\"bird_name\").agg({\"altitude\": \"mean\", \"speed_2d\": \"mean\"})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0xb19abde10>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import cartopy.crs as ccrs\n",
    "import cartopy.feature as cfeature\n",
    "\n",
    "proj = ccrs.Mercator()\n",
    "\n",
    "plt.figure(figsize = (10, 10))\n",
    "ax = plt.axes(projection = proj)\n",
    "ax.set_extent((-25.0, 20.0, 52.0, 10.0))\n",
    "ax.add_feature(cfeature.LAND)\n",
    "ax.add_feature(cfeature.BORDERS, linestyle = \":\")\n",
    "ax.add_feature(cfeature.OCEAN)\n",
    "ax.add_feature(cfeature.COASTLINE)\n",
    "\n",
    "\n",
    "for name in df.bird_name.unique():\n",
    "    df1 = df[df.bird_name == name]\n",
    "    ax.plot(df1.longitude, df1.latitude, transform = ccrs.Geodetic(), label = name)\n",
    "ax.legend(loc = \"upper left\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
